Whileone Tech Space

For decades, AI benchmarks lived in comfortable isolation. A model answered a question, we checked the answer, we assigned a score. Agentic AI broke that contract. When a model can browse the web, write and execute code, call external APIs, and chain its own decisions across hundreds of steps, a single accuracy number tells you almost nothing about whether the system is actually trustworthy. Evaluating an agent is less like grading an exam and more like auditing a junior empl